# Introduction to Presentation Attack Detection in Fingerprint Biometrics

arXiv: https://arxiv.org/abs/2304.06723 · HTML: https://mlsanity.com/paper/2304.06723/

## Key facts

- No citing papers in the map yet (data through 14 Oct 2026).
- Builds on 9 of its 103 references that are in the map.
- First posted on arXiv 14 Feb 2023.

## Builds on (most cited first, 9 of 9)

- [Biometrics: Trust, but Verify](https://mlsanity.com/paper/2105.06625/) (2021)
- [Fingerprint Spoof Buster](https://mlsanity.com/paper/1712.04489/) (2017)
- [LivDet 2021 Fingerprint Liveness Detection Competition -- Into the unknown](https://mlsanity.com/paper/2108.10183/) (2021)
- [Multi-Modal Fingerprint Presentation Attack Detection: Evaluation On A New Dataset](https://mlsanity.com/paper/2006.07498/) (2020)
- [Review of the Fingerprint Liveness Detection (LivDet) competition series: 2009 to 2015](https://mlsanity.com/paper/1609.01648/) (2016)
- [A high performance fingerprint liveness detection method based on quality related features](https://mlsanity.com/paper/2111.01898/) (2021)
- [A Survey on Unknown Presentation Attack Detection for Fingerprint](https://mlsanity.com/paper/2005.08337/) (2020)
- [Fingerprint recognition with embedded presentation attacks detection: are we ready?](https://mlsanity.com/paper/2110.10567/) (2021)
- [Evaluation of direct attacks to fingerprint verification systems](https://mlsanity.com/paper/2212.07575/) (2022)

## Abstract (arXiv)

This chapter provides an introduction to Presentation Attack Detection (PAD) in fingerprint biometrics, also coined anti-spoofing, describes early developments in this field, and briefly summarizes recent trends and open issues.